{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Commodity Channel Index 顺势指标\n",
    "\n",
    "CCI 指标是根据统计学原理引进家个与固定期间的股价平均区间偏离程度的概念，强调股价平均绝对偏差在股市技术分析中的重要性。CCI专门测量股价是否已经超出常态分布范围。\n",
    "\n",
    "过去N日CCI计算公式：CCI = (TP - MA) / MD / 0.015， 其中\n",
    "\n",
    "TP = (最高价+最低价+收盘价）/3\n",
    "MA = 最近N日收盘价的累计值和/N\n",
    "MD = 最近N日（MA-收盘价）的累计值和/N\n",
    "0.015为计算系数\n",
    "\n",
    "\n",
    "\n",
    "## 策略核心思路：\n",
    "\n",
    "对于基于经典技术指标CCI，按市场的通行标准， CCI在 (-100,100)之间股价处于窄幅震荡整理阶段， 投资者应以适当关注为主而：\n",
    "\n",
    "当CCI<-100 时， 表明股价已经进入一个非常态区间，超卖区间， 因此\n",
    "当CCI由小于-100变为大于-100时，开多仓； \n",
    "***\n",
    "当CCI>100时， 表明股价已经进入另外一个非常态区间，超买区间， 因此\n",
    "当CCI从大于100变为小于100时，开空仓；\n",
    "\n",
    "Note：向量化前向填充思想实现策略 VS 循环法\n",
    "\n",
    "简单的策略均可由向量填充法实现，但复杂的策略实现往往需要以循环法（将在布林带策略中使用）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import talib as ta\n",
    "import tushare as ts\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "# 确保可以显示‘-’号\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "# 确保中文显示正常\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 数据获取和数据处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2018-08-17</td>\n",
       "      <td>12.72</td>\n",
       "      <td>12.39</td>\n",
       "      <td>12.77</td>\n",
       "      <td>12.36</td>\n",
       "      <td>753159.0</td>\n",
       "      <td>300059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2018-08-20</td>\n",
       "      <td>12.36</td>\n",
       "      <td>12.73</td>\n",
       "      <td>12.73</td>\n",
       "      <td>12.33</td>\n",
       "      <td>875812.0</td>\n",
       "      <td>300059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>2018-08-21</td>\n",
       "      <td>12.65</td>\n",
       "      <td>12.77</td>\n",
       "      <td>12.96</td>\n",
       "      <td>12.62</td>\n",
       "      <td>924432.0</td>\n",
       "      <td>300059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2018-08-22</td>\n",
       "      <td>12.71</td>\n",
       "      <td>12.66</td>\n",
       "      <td>12.81</td>\n",
       "      <td>12.59</td>\n",
       "      <td>529813.0</td>\n",
       "      <td>300059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2018-08-23</td>\n",
       "      <td>12.70</td>\n",
       "      <td>12.95</td>\n",
       "      <td>13.03</td>\n",
       "      <td>12.68</td>\n",
       "      <td>1224311.0</td>\n",
       "      <td>300059</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date   open  close   high    low     volume    code\n",
       "153  2018-08-17  12.72  12.39  12.77  12.36   753159.0  300059\n",
       "154  2018-08-20  12.36  12.73  12.73  12.33   875812.0  300059\n",
       "155  2018-08-21  12.65  12.77  12.96  12.62   924432.0  300059\n",
       "156  2018-08-22  12.71  12.66  12.81  12.59   529813.0  300059\n",
       "157  2018-08-23  12.70  12.95  13.03  12.68  1224311.0  300059"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获得历史数据并按时间升序排序\n",
    "stock = ts.get_k_data('300059', '2018-08-17', '2020-08-17')\n",
    "\n",
    "stock.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock.set_index('date', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-08-10</th>\n",
       "      <td>26.21</td>\n",
       "      <td>26.50</td>\n",
       "      <td>27.36</td>\n",
       "      <td>25.88</td>\n",
       "      <td>3703228.0</td>\n",
       "      <td>300059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-11</th>\n",
       "      <td>26.50</td>\n",
       "      <td>25.19</td>\n",
       "      <td>26.89</td>\n",
       "      <td>25.05</td>\n",
       "      <td>3888313.0</td>\n",
       "      <td>300059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-12</th>\n",
       "      <td>25.19</td>\n",
       "      <td>24.68</td>\n",
       "      <td>25.53</td>\n",
       "      <td>24.00</td>\n",
       "      <td>3922415.0</td>\n",
       "      <td>300059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-13</th>\n",
       "      <td>25.00</td>\n",
       "      <td>24.91</td>\n",
       "      <td>25.50</td>\n",
       "      <td>24.77</td>\n",
       "      <td>2690759.0</td>\n",
       "      <td>300059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-14</th>\n",
       "      <td>24.80</td>\n",
       "      <td>25.33</td>\n",
       "      <td>25.46</td>\n",
       "      <td>24.75</td>\n",
       "      <td>2130912.0</td>\n",
       "      <td>300059</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             open  close   high    low     volume    code\n",
       "date                                                     \n",
       "2020-08-10  26.21  26.50  27.36  25.88  3703228.0  300059\n",
       "2020-08-11  26.50  25.19  26.89  25.05  3888313.0  300059\n",
       "2020-08-12  25.19  24.68  25.53  24.00  3922415.0  300059\n",
       "2020-08-13  25.00  24.91  25.50  24.77  2690759.0  300059\n",
       "2020-08-14  24.80  25.33  25.46  24.75  2130912.0  300059"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算CCI，取时间周期为20\n",
    "stock['cci'] = ta.CCI(np.asarray(stock['high']), np.asarray(stock['low']), np.asarray(stock['close']), timeperiod=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "      <th>cci</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-08-10</th>\n",
       "      <td>26.21</td>\n",
       "      <td>26.50</td>\n",
       "      <td>27.36</td>\n",
       "      <td>25.88</td>\n",
       "      <td>3703228.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-2.781955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-11</th>\n",
       "      <td>26.50</td>\n",
       "      <td>25.19</td>\n",
       "      <td>26.89</td>\n",
       "      <td>25.05</td>\n",
       "      <td>3888313.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-61.456298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-12</th>\n",
       "      <td>25.19</td>\n",
       "      <td>24.68</td>\n",
       "      <td>25.53</td>\n",
       "      <td>24.00</td>\n",
       "      <td>3922415.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-125.421479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-13</th>\n",
       "      <td>25.00</td>\n",
       "      <td>24.91</td>\n",
       "      <td>25.50</td>\n",
       "      <td>24.77</td>\n",
       "      <td>2690759.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-88.680660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-14</th>\n",
       "      <td>24.80</td>\n",
       "      <td>25.33</td>\n",
       "      <td>25.46</td>\n",
       "      <td>24.75</td>\n",
       "      <td>2130912.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-82.908766</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             open  close   high    low     volume    code         cci\n",
       "date                                                                 \n",
       "2020-08-10  26.21  26.50  27.36  25.88  3703228.0  300059   -2.781955\n",
       "2020-08-11  26.50  25.19  26.89  25.05  3888313.0  300059  -61.456298\n",
       "2020-08-12  25.19  24.68  25.53  24.00  3922415.0  300059 -125.421479\n",
       "2020-08-13  25.00  24.91  25.50  24.77  2690759.0  300059  -88.680660\n",
       "2020-08-14  24.80  25.33  25.46  24.75  2130912.0  300059  -82.908766"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制cci指标图\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.title('东方财富CCI指标图')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "stock['close'].plot(figsize = (12,8))\n",
    "plt.legend()\n",
    "plt.subplot(2, 1, 2)\n",
    "stock['cci'].plot(figsize = (12,8))\n",
    "plt.axhline(100,color = 'g')\n",
    "plt.axhline(-100, color = 'r')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 交易信号和策略逻辑"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 产生开仓信号时应使用昨日及前日cci，以避免未来数据\n",
    "stock['yes_cci'] = stock['cci'].shift(1)\n",
    "stock['daybeforeyes_cci'] = stock['cci'].shift(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#向量填充法-分开交易和持仓信号\n",
    "\n",
    "# 产生开平仓交易信号\n",
    "# 开多信号：当前二日cci小于-100，昨日cci大于-100则记为开多信号\n",
    "stock['signal'] = np.where(np.logical_and(stock['daybeforeyes_cci']<-100, stock['yes_cci']>-100), 1, 0)\n",
    "\n",
    "# 开空信号：当前二日cci大于100， 昨日cci小于100则记为开空信号\n",
    "stock['signal'] = np.where((stock['daybeforeyes_cci']>100)& ( stock['yes_cci']<100),-1, stock['signal'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "      <th>cci</th>\n",
       "      <th>yes_cci</th>\n",
       "      <th>daybeforeyes_cci</th>\n",
       "      <th>signal</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-08-10</th>\n",
       "      <td>26.21</td>\n",
       "      <td>26.50</td>\n",
       "      <td>27.36</td>\n",
       "      <td>25.88</td>\n",
       "      <td>3703228.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-2.781955</td>\n",
       "      <td>41.204834</td>\n",
       "      <td>134.476759</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-11</th>\n",
       "      <td>26.50</td>\n",
       "      <td>25.19</td>\n",
       "      <td>26.89</td>\n",
       "      <td>25.05</td>\n",
       "      <td>3888313.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-61.456298</td>\n",
       "      <td>-2.781955</td>\n",
       "      <td>41.204834</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-12</th>\n",
       "      <td>25.19</td>\n",
       "      <td>24.68</td>\n",
       "      <td>25.53</td>\n",
       "      <td>24.00</td>\n",
       "      <td>3922415.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-125.421479</td>\n",
       "      <td>-61.456298</td>\n",
       "      <td>-2.781955</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-13</th>\n",
       "      <td>25.00</td>\n",
       "      <td>24.91</td>\n",
       "      <td>25.50</td>\n",
       "      <td>24.77</td>\n",
       "      <td>2690759.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-88.680660</td>\n",
       "      <td>-125.421479</td>\n",
       "      <td>-61.456298</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-14</th>\n",
       "      <td>24.80</td>\n",
       "      <td>25.33</td>\n",
       "      <td>25.46</td>\n",
       "      <td>24.75</td>\n",
       "      <td>2130912.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-82.908766</td>\n",
       "      <td>-88.680660</td>\n",
       "      <td>-125.421479</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             open  close   high    low     volume    code         cci  \\\n",
       "date                                                                    \n",
       "2020-08-10  26.21  26.50  27.36  25.88  3703228.0  300059   -2.781955   \n",
       "2020-08-11  26.50  25.19  26.89  25.05  3888313.0  300059  -61.456298   \n",
       "2020-08-12  25.19  24.68  25.53  24.00  3922415.0  300059 -125.421479   \n",
       "2020-08-13  25.00  24.91  25.50  24.77  2690759.0  300059  -88.680660   \n",
       "2020-08-14  24.80  25.33  25.46  24.75  2130912.0  300059  -82.908766   \n",
       "\n",
       "               yes_cci  daybeforeyes_cci  signal  \n",
       "date                                              \n",
       "2020-08-10   41.204834        134.476759      -1  \n",
       "2020-08-11   -2.781955         41.204834       0  \n",
       "2020-08-12  -61.456298         -2.781955       0  \n",
       "2020-08-13 -125.421479        -61.456298       0  \n",
       "2020-08-14  -88.680660       -125.421479       1  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(3, 1, 1)\n",
    "plt.title('东方财富 CCI开仓图')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "stock['close'].plot(figsize = (12,8))\n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "plt.subplot(3, 1, 2)\n",
    "stock['cci'].plot(figsize = (12,8))\n",
    "plt.axhline(100, color = 'g')\n",
    "plt.axhline(-100, color = 'r')\n",
    "plt.legend(loc='upper left')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "\n",
    "plt.subplot(3, 1, 3)\n",
    "stock['signal'].plot(figsize = (12,8),marker='o',linestyle='')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 计算持仓"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 如果当天没有交易信号，设置为nan，如果有，取原来信号\n",
    "stock['signal'] = np.where(stock['signal']==0, np.nan, stock['signal'])\n",
    "# 通过前向填充生成持仓记录\n",
    "stock['position'] = stock['signal'].fillna(method='ffill')\n",
    "stock['signal'] = stock['signal'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(4, 1, 1)\n",
    "plt.title('东方财富 CCI持仓图')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "stock['close'].plot(figsize = (12,8))\n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "plt.subplot(4, 1, 2)\n",
    "stock['cci'].plot(figsize = (12,8))\n",
    "plt.axhline(100, color = 'g')\n",
    "plt.axhline(-100, color = 'r')\n",
    "plt.legend(loc='upper left')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "\n",
    "plt.subplot(4, 1, 3)\n",
    "stock['signal'].plot(figsize = (12,8))\n",
    "plt.legend(loc='upper left')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "\n",
    "plt.subplot(4, 1, 4)\n",
    "stock['position'].plot(marker='o', figsize=(12,8),linestyle='')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "      <th>cci</th>\n",
       "      <th>yes_cci</th>\n",
       "      <th>daybeforeyes_cci</th>\n",
       "      <th>signal</th>\n",
       "      <th>position</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-08-10</th>\n",
       "      <td>26.21</td>\n",
       "      <td>26.50</td>\n",
       "      <td>27.36</td>\n",
       "      <td>25.88</td>\n",
       "      <td>3703228.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-2.781955</td>\n",
       "      <td>41.204834</td>\n",
       "      <td>134.476759</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-11</th>\n",
       "      <td>26.50</td>\n",
       "      <td>25.19</td>\n",
       "      <td>26.89</td>\n",
       "      <td>25.05</td>\n",
       "      <td>3888313.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-61.456298</td>\n",
       "      <td>-2.781955</td>\n",
       "      <td>41.204834</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-12</th>\n",
       "      <td>25.19</td>\n",
       "      <td>24.68</td>\n",
       "      <td>25.53</td>\n",
       "      <td>24.00</td>\n",
       "      <td>3922415.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-125.421479</td>\n",
       "      <td>-61.456298</td>\n",
       "      <td>-2.781955</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-13</th>\n",
       "      <td>25.00</td>\n",
       "      <td>24.91</td>\n",
       "      <td>25.50</td>\n",
       "      <td>24.77</td>\n",
       "      <td>2690759.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-88.680660</td>\n",
       "      <td>-125.421479</td>\n",
       "      <td>-61.456298</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-14</th>\n",
       "      <td>24.80</td>\n",
       "      <td>25.33</td>\n",
       "      <td>25.46</td>\n",
       "      <td>24.75</td>\n",
       "      <td>2130912.0</td>\n",
       "      <td>300059</td>\n",
       "      <td>-82.908766</td>\n",
       "      <td>-88.680660</td>\n",
       "      <td>-125.421479</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             open  close   high    low     volume    code         cci  \\\n",
       "date                                                                    \n",
       "2020-08-10  26.21  26.50  27.36  25.88  3703228.0  300059   -2.781955   \n",
       "2020-08-11  26.50  25.19  26.89  25.05  3888313.0  300059  -61.456298   \n",
       "2020-08-12  25.19  24.68  25.53  24.00  3922415.0  300059 -125.421479   \n",
       "2020-08-13  25.00  24.91  25.50  24.77  2690759.0  300059  -88.680660   \n",
       "2020-08-14  24.80  25.33  25.46  24.75  2130912.0  300059  -82.908766   \n",
       "\n",
       "               yes_cci  daybeforeyes_cci  signal  position  \n",
       "date                                                        \n",
       "2020-08-10   41.204834        134.476759    -1.0      -1.0  \n",
       "2020-08-11   -2.781955         41.204834     0.0      -1.0  \n",
       "2020-08-12  -61.456298         -2.781955     0.0      -1.0  \n",
       "2020-08-13 -125.421479        -61.456298     0.0      -1.0  \n",
       "2020-08-14  -88.680660       -125.421479     1.0       1.0  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 合并开仓平仓持仓信号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 产生开平仓信号\n",
    "# 开多信号：当前天cci小于-100，昨日cci大于-100则记为开多信号；\n",
    "stock['signal'] = np.where(np.logical_and(stock['daybeforeyes_cci']<-100, stock['yes_cci']>-100), 1, np.nan)\n",
    "\n",
    "# stock['signal'] = np.where((stock['daybeforeyes_cci']<-100) & (stock['yes_cci']>-100), 1, np.nan)\n",
    "\n",
    "# 开空信号：当前天cci大于100， 昨日cci小于100则记为开空信号\n",
    "stock['signal'] = np.where(np.logical_and(stock['daybeforeyes_cci']>100, stock['yes_cci']<100),-1, stock['signal'] )\n",
    "\n",
    "stock['signal'] = stock['signal'].fillna(method='ffill')   #在下一个信号产生之前都是沿用上一个信号；\n",
    "\n",
    "stock['signal'] = stock['signal'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(3, 1, 1)\n",
    "plt.title('东方财富 CCI开仓图')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "stock['close'].plot(figsize = (10,8))\n",
    "plt.legend(loc='upper left')\n",
    "plt.subplot(3, 1, 2)\n",
    "stock['cci'].plot(figsize = (10,8))\n",
    "plt.legend(loc='upper left')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "plt.subplot(3, 1, 3)\n",
    "stock['signal'].plot(figsize = (10,8),marker='o',linestyle='')\n",
    "\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 收益计算和净值绘制 (按照合并开仓持仓信号）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算策略收益\n",
    "# 计算股票每日收益率\n",
    "stock['pct_change'] = stock['close'].pct_change()\n",
    "# 计算策略每日收益率\n",
    "stock['strategy_return'] = stock['pct_change'] * stock['signal']    #不用再加.shift(1);\n",
    "# 计算股票累积收益率\n",
    "stock['return'] = (stock['pct_change']+1).cumprod()\n",
    "# 计算策略累积收益率\n",
    "stock['strategy_cum_return'] = (1 + stock['strategy_return']).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x20e69cade80>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将股票累积收益率和策略累积收益率绘图\n",
    "stock[['return', 'strategy_cum_return']].plot(figsize = (10,6))\n",
    "\n",
    "plt.title('东方财富 CCI收益图')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
